marl · GitHub Topics

#计算机科学#A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

人工智能 control decision-making distributed-computing 机器学习 marl model-based-reinforcement-learning multi-agent-reinforcement-learning PyTorch reinforcement-learning rl Robotics torch

Python 2.97 k

1 天前

instadeepai / Mava

🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX

research multi-agent-reinforcement-learning multi-agent-systems multiagent marl reinforcement-learning jax

Python 823

17 天前

hijkzzz / pymarl2

Fine-tuned MARL algorithms on SMAC (100% win rates on most scenarios)

marl smac starcraft sota reinforcement-learning

Python 674

1 年前

FLAIROx / JaxMARL

Multi-Agent Reinforcement Learning with JAX

marl multiagent-reinforcement-learning reinforcement-learning

Python 610

24 天前

proroklab / VectorizedMultiAgentSimulator

VMAS is a vectorized differentiable simulator designed for efficient Multi-Agent Reinforcement Learning benchmarking. It is comprised of a vectorized 2D physics engine written in PyTorch and a set of ...

gym gym-environment marl multi-agent multi-agent-learning multi-agent-reinforcement-learning multi-agent-simulation multi-agent-systems PyTorch rllib simulator vectorization vectorized Robotics Simulation

Python 447

2 个月前

facebookresearch / BenchMARL

#计算机科学#BenchMARL is a library for benchmarking Multi-Agent Reinforcement Learning (MARL). BenchMARL allows to quickly compare different MARL algorithms, tasks, and models while being systematically grounded ...

benchmark 机器学习 marl multi-agent multi-agent-reinforcement-learning PyTorch reinforcement-learning rl Robotics torch

Python 439

10 天前

TimeBreaker / MARL-papers-with-code

Multi-Agent Reinforcement Learning (MARL) papers with code

multiagent-reinforcement-learning marl

380

3 年前

TimeBreaker / Multi-Agent-Reinforcement-Learning-papers

Multi-Agent Reinforcement Learning (MARL) papers

multi-agent-learning multiagent-reinforcement-learning marl

267

3 年前

TimeBreaker / MARL-resources-collection

A Collection of Multi-Agent Reinforcement Learning (MARL) Resources

marl multiagent-reinforcement-learning multi-agent-learning

241

3 年前

Cognitive-AI-Systems / pogema

[ICLR-2025] POGEMA stands for Partially-Observable Grid Environment for Multiple Agents. This is a grid-based environment that was specifically designed to be flexible, tunable and scalable. It can be...

reinforcement-learning gym-environment Simulation pathfinding marl

Python 237

10 天前

ChuaCheowHuan / gym-continuousDoubleAuction

A custom MARL (multi-agent reinforcement learning) environment where multiple agents trade against one another (self-play) in a zero-sum continuous double auction. Ray [RLlib] is used for training.

multi-agent-reinforcement-learning gym-environment limit-order-book high-frequency-trading ray rllib financial-engineering self-play ppo quantitative-finance quantitative-trading marl lstm

Jupyter Notebook 148

4 天前

hsvgbkhgbv / SQDDPG

This is a framework for the research on multi-agent reinforcement learning and the implementation of the experiments in the paper titled by ''Shapley Q-value: A Local Reward Approach to Solve Global R...

reinforcement-learning multi-agent-reinforcement-learning 框架 policy-gradient openai-gym PyTorch multiagent-reinforcement-learning marl

Python 119

9 个月前

mikelma / craftium

A framework for creating rich, 3D, Minecraft-like single and multi-agent environments for AI research. (Accepted at ICML 2025).

人工智能我的世界 Minetest procedural-generation PyTorch reinforcement-learning marl multi-agent

C++ 117

21 天前

Ronchy2000 / Multi-agent-RL

Projects from basic algorithms to MARL. Implements MADDPG/MATD3 in Predator-Prey pursuit games with PettingZoo MPE environments.

marl multiplayer reinforcement-learning

Jupyter Notebook 103

1 个月前

lich14 / CDS

[NeurIPS 2021] CDS achieves remarkable success in challenging benchmarks SMAC and GRF by balancing sharing and diversity.

marl reinforcement-learning

Python 85

2 年前

instadeepai / marl-eval

A tool for aggregating and plotting MARL experiment data.

benchmarking experiment marl multi-agent-reinforcement-learning multi-agent-systems reinforcement-learning research evaluation

Python 77

6 个月前

AlirezaShamsoshoara / Multi-Independent-Agent-Reinforcement-Learning-UAV-Autonomous-Spectrum-QLearning

An Autonomous Spectrum Management Scheme for Unmanned Aerial Vehicle Networks in Disaster Relief Operations using Multi Independent Agent Reinforcement Learning

人工智能 reinforcement-learning marl ZX Spectrum uav drone task

Python 69

5 年前

AlirezaShamsoshoara / Reinforcement_Learning_Team_Q_learnig_MARL_Multi_Agent_UAV_Spectrum_task

A solution for Dynamic Spectrum Management in Mission-Critical UAV Networks using Team Q learning as a Multi-Agent Reinforcement Learning Approach

人工智能 reinforcement-learning marl multiagent-reinforcement-learning ZX Spectrum uav drone

Python 68

5 年前